My Blog
Sharing practical lessons, projects, and ideas from my journey in data science and machine learning

Freezing in Airflow, Flowing with FastAPI
A personal reflection on debugging, redesign, and progress. This post shares how a stubborn Airflow issue led to a cleaner architecture using FastAPI, a working sentiment dashboard, and a refreshed portfolio site.

Bronze, Silver, Gold: Organising SentiCheck’s Data
A look into Medallion Architecture and how SentiCheck applies the Bronze, Silver, and soon Gold layers to organise data, automate Apache Airflow workflows, and prepare it for NLP analysis.

Building Senticheck: Collecting Data, Cleaning Text, and Seeing Progress
In this post, I share how I pulled real posts from Bluesky, cleaned the text, stored everything in a database, and made progress on my portfolio site.

Starting My Data Science Portfolio (And Writing About It)
In my first post, I introduced the project I'm building for my data science portfolio and explained the architecture and tools I'm using.